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Remote Sensing publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Multi-, Hyperspectral and SAR Sensing Data for Environmental Monitoring and Natural Hazard Management
edited by , , and Federico Rabuffi
submission deadline 31 Mar 2026 | 1 articles | Viewed by 230 | Submission Open
Keywords: new and consolidated algorithm for product generation; natural risks; geo-resources; time series products; CAL/VAL activities; orbiting and future missions
(This special issue belongs to the Section Environmental Remote Sensing)
Leveraging Multitemporal Remote Sensing Data for Land Use and Land Cover Classification
edited by Ioannis Kotaridis, Hazem Ghassan Abdo and
submission deadline 31 Mar 2026 | Viewed by 225 | Submission Open
Keywords: land use and land cover classification; image classification; semantic segmentation; multitemporal; multimodal; Artificial Intelligence (AI); Machine Learning (ML); Deep Learning (DL); Geospatial Information Systems (GIS); remote sensing
(This special issue belongs to the Section Environmental Remote Sensing)
Multi-Satellite SAR Missions in Earth Orbit: Programs and Studies submission deadline 31 Mar 2026 | Viewed by 204 | Submission Open
Keywords: mission design; small-satellite design; formation; constellation; distributed radar; SAR processing
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Nighttime Light Remote Sensing Products for Sustainable Development Goals (SDGs)
edited by and
submission deadline 31 Mar 2026 | Viewed by 188 | Submission Open
Keywords: nighttime light remote sensing; Sustainable Development Goals (SDGs); socioeconomic applications; urbanization; energy consumption and carbon emissions; poverty and inequality assessment; light pollution
(This special issue belongs to the Section Urban Remote Sensing)
AI-Enhanced Remote Sensing for High-Precision Positioning and Navigation
edited by Xiangdong An, , and Qusen Chen
submission deadline 31 Mar 2026 | Viewed by 182 | Submission Open
Keywords: intelligent high-precision positioning; AI-enhanced fusion of multiple remote sensing data sources; AI-enhanced navigation; machine learning for remote sensing techniques; GNSS/INS/vision fusion; GNSS error modeling and mitigation with AI
(This special issue belongs to the Section Urban Remote Sensing)
Bridging AI and Remote Sensing: Multimodal Learning for Advanced Semantic Understanding
edited by , and
submission deadline 31 Mar 2026 | Viewed by 162 | Submission Open
Keywords: multimodal learning; remote sensing semantic understanding; multi-source remote sensing data fusion; deep learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Research on Infrared Hyperspectral Remote Sensing Images
edited by , Hua Wu, Huazhong Ren, Chunlai Li and Xuan Zhang
submission deadline 31 Mar 2026 | Viewed by 147 | Submission Open
Keywords: infrared hyperspectral imaging; spaceborne and airborne infrared hyperspectral sensor; radiometric calibration; physics-based modelling; validation of remote sensing products; infrared hyperspectral data fusion; infrared parameters retrieval; infrared target detection; precision agriculture; environmental monitoring; mineral mapping; planetary infrared hyperspectral remote sensing
(This special issue belongs to the Section Remote Sensing Image Processing)
Recent Advances in Resource Management in Radar Sensing and Imaging Applications
edited by , Zongyong Cui, and Yuanhang Wang
submission deadline 31 Mar 2026 | Viewed by 128 | Submission Open
Keywords: radar system; system resource management; radar imaging; radar remote sensing; synthetic aperture radar (SAR); optimization; artificial intelligence (AI)
(This special issue belongs to the Section Engineering Remote Sensing)
High-Resolution Mapping and Monitoring of Estuarine Systems Using Multi-Sensor Remote Sensing and Machine Learning submission deadline 31 Mar 2026 | Viewed by 127 | Submission Open
Keywords: water quality; habitat mapping; unmanned aerial systems; satellites; multispectral sensors; LiDAR; aerial imagery
(This special issue belongs to the Section Environmental Remote Sensing)
AI-Enhanced GNSS Meteorology for Real-Time Correction of Microwave Remote Sensing Data
edited by Jungang Wang and Longjiang Tang
submission deadline 31 Mar 2026 | Viewed by 110 | Submission Open
Keywords: GNSS meteorology; artificial intelligence; microwave remote sensing; tropospheric delay correction; precipitable water vapor (PWV); climate applications; real-time data assimilation; atmospheric water vapor retrieval
(This special issue belongs to the Section Atmospheric Remote Sensing)
Hydro-Geoinformatics and Advanced Remote Sensing Technologies for Sustainable Agriculture submission deadline 31 Mar 2026 | Viewed by 107 | Submission Open
Keywords: precision agriculture; sustainable agricultural management; hydro-geoinformatics and ai; phenological mapping; crop pattern analysis and crop yield prediction; soil– water– crop dynamics; soil moisture estimation; multisource data fusion (polarimetric SAR; LiDAR; multi-/hyper-spectral)
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Emerging UAS-Based Remote Sensing Applications for DRR (Disaster Risk Reduction) and Ecosystem Dynamics submission deadline 31 Mar 2026 | Viewed by 105 | Submission Open
Keywords: unmanned aerial systems (UAS) or unmanned aerial vehicles (UAV); disaster risk reduction (DRR); ecosystem dynamics; remote sensing; multi-sensor integration; LiDAR; AI and machine learning; post-disturbance recovery
(This special issue belongs to the Section Environmental Remote Sensing)
Remote Sensing of Climate–Vegetation Dynamics and Their Effects on Ecosystems (Third Edition)
edited by and
submission deadline 1 Apr 2026 | 1 articles | Viewed by 568 | Submission Open
Keywords: vegetation and animal phenology; regular climate; climatic fluctuation; disturbance; PhenoCam; multisource remotely sensed data; productivity; water and biogeochemical cycles; wildlife phenology derived from remote sensing
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Exploring Innovative Ionospheric Applications Using Ground and Spaceborne Observations
edited by , , Weijia Zhan and
submission deadline 14 Apr 2026 | 5 articles | Viewed by 7580 | Submission Open
Keywords: ionosphere; machine learning; global navigation satellite system (GNSS); space weather; data assimilation; ionospheric disturbances
(This special issue belongs to the Section Atmospheric Remote Sensing)
Using Earth Observation Data to Monitor Deforestation and Forest Degradation to Ensure Compliance with Regulatory Frameworks submission deadline 14 Apr 2026 | 1 articles | Viewed by 5242 | Submission Open
Keywords: advanced remote sensing technologies; big data; GeoAI; and GIS integration; land cover and land use change; deforestation monitoring; forest degradation; regulatory compliance; zero-deforestation; sustainability governance
(This special issue belongs to the Section Forest Remote Sensing)
Photogrammetry and Remote Sensing in Environmental and Engineering Applications (Second Edition) submission deadline 14 Apr 2026 | 2 articles | Viewed by 5049 | Submission Open
Keywords: photogrammetry; remote sensing; laser scanning; close-range sensors; UAV sensors; airborne sensors; satellite sensors; data integration and synergy
(This special issue belongs to the Section Environmental Remote Sensing)
Quantifying Greenhouse Gases Emissions from Remote Sensing Perspective
edited by
submission deadline 14 Apr 2026 | 2 articles | Viewed by 3084 | Submission Open
Keywords: greenhouse gas emissions; satellite remote sensing; atmospheric inversion; data assimilation; climate change monitoring; GHG retrieval algorithms; environmental policy
(This special issue belongs to the Section Atmospheric Remote Sensing)
Coastal Dynamics Monitoring Using Remote Sensing Data
edited by Huaguo Zhang, Wenting Cao and
submission deadline 14 Apr 2026 | 1 articles | Viewed by 1186 | Submission Open
Keywords: coastline; time series analysis; coastal erosion; coastal disaster; artificial intelligence; coastal flood; blue carbon; coastal vegetation; intertidal flat; bathymetric mapping; coastal wetland habitat; coastal management
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Applications of Radar Remote Sensing and Artificial Intelligence in Meteorology and Hydrology
edited by and
submission deadline 14 Apr 2026 | 1 articles | Viewed by 830 | Submission Open
Keywords: AI and deep learning models for radar-based rainfall estimation; global case studies of radar-aided flood and storm forecasting; machine learning for hydrometeor classification using dual-pol radar; variational wind retrieval using radar networks; AI-driven analysis of tropical cyclones; hurricanes; and typhoons; orographic precipitation modeling across diverse terrains; integration of radar data with satellite or reanalysis products; cross-continental comparison of precipitation microphysics using disdrometers; radar and AI applications for snow; hail; and mixed-phase precipitation systems
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in UAV-Based Remote Sensing for Climate-Smart Agriculture
edited by Hongquan Wang, and
submission deadline 14 Apr 2026 | Viewed by 419 | Submission Open
Keywords: unmanned aerial vehicles; remote sensing; climate-smart agriculture; crop phenotyping; precision agriculture
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Applications of Multimodal Remote Sensing Models in Ecological Environment Monitoring
edited by , and Jing Wang
submission deadline 14 Apr 2026 | Viewed by 374 | Submission Open
Keywords: multimodal remote sensing; ecological monitoring; data fusion; vegetation assessment; land cover classification; environmental change detection; machine learning; AI; geospatial analysis; sustainable resource management
(This special issue belongs to the Section Ecological Remote Sensing)
Weather and Climate Extremes Monitoring Based on Remote Sensing Methods
edited by
submission deadline 15 Apr 2026 | 11 articles | Viewed by 42307 | Submission Open
Keywords: remote sensing; weather and climate extremes; Asia– Oceania; climate risk assessments; natural hazards; tropical cyclones; floods; droughts
(This special issue belongs to the Section Environmental Remote Sensing)
Recent Progress in Understanding Global Sea Level Rise Using Space and Earth Observations
edited by , , , , , Jean Philippe Montillet and
submission deadline 15 Apr 2026 | 7 articles | Viewed by 16354 | Submission Open
Keywords: sea level change; tide gauge; satellite altimetry; GNSS; GRACE; satellite gravity; global geodetic observing system; big data; artificial intelligence; environmental loading model
(This special issue belongs to the Section Environmental Remote Sensing)
Vegetation Dynamics Revealed by Remote Sensing and Its Feedback to Regional and Global Climate (3rd Edition) submission deadline 15 Apr 2026 | 6 articles | Viewed by 9963 | Submission Open
Keywords: vegetation type; vegetation phenology; change detection; model simulation; response to climate change; feedback to climate change
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Proximal and Remote Sensing for Low-Cost Soil Carbon Stock Estimation
edited by Tong Li, , Anquan Xia, and
submission deadline 15 Apr 2026 | 2 articles | Viewed by 4900 | Submission Open
Keywords: soil fertility; visible near-infrared (VNIR) spectroscopy; mid-infrared (MIR) spectroscopy; climate change; machine learning; digital soil mapping; land-use management; unmanned aerial vehicles (UAVs); airborne; and satellite imagery
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing Monitoring of Post-Disturbance Forest Recovery submission deadline 15 Apr 2026 | 2 articles | Viewed by 3057 | Submission Open
Keywords: forest disturbance; forest recovery; forest resilience; forest regrowth; canopy structure; forest composition; forest service; productivity and biomass; recovery trajectory; disturbance regime; disturbance severity; big data and artificial intelligence; remote sensing application; forest management
(This special issue belongs to the Section Ecological Remote Sensing)
Remote Sensing Methods and Technical Developments in Geohazard Early Warning
edited by , and Zhijie Zhang
submission deadline 15 Apr 2026 | 2 articles | Viewed by 2164 | Submission Open
Keywords: remote sensing; satellite data; natural hazards; early warning; disaster risk reduction; SAR/InSAR; UAV; LiDAR; GNSS
(This special issue belongs to the Section Earth Observation for Emergency Management)
Deep Learning-Based Interpretation and Processing of Remote Sensing Images
edited by Sheng Xu, Qiaolin Ye and
submission deadline 15 Apr 2026 | 3 articles | Viewed by 1236 | Submission Open
(This special issue belongs to the Section Remote Sensing Image Processing)
Machine Learning of Remote Sensing Imagery for Land Cover Mapping
edited by , , and
submission deadline 15 Apr 2026 | 1 articles | Viewed by 640 | Submission Open
Keywords: land cover/land use; classification; multimodal data fusion; domain adaptation; urban sustainability; feature extraction; deep learning; crowdsensing data
(This special issue belongs to the Section Remote Sensing for Geospatial Science)
Advances in Transformer-Based Models for Multi-Modal Remote Sensing Data Fusion and Analysis
edited by Bowen Du, Hongming Zhu and
submission deadline 15 Apr 2026 | 1 articles | Viewed by 611 | Submission Open
Keywords: remote sensing foundation models; vision transformer; multi-scale transformer; efficient transformer; cross-modal attention; multi-scale feature fusion; spatiotemporal data fusion; heterogeneous data fusion; multi-scale transformer; multi-modal representation; cross-modal representation learning; multi-modal semantic segmentation; multimodal scene understanding
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing Technology for Ground Deformation
edited by
submission deadline 15 Apr 2026 | 1 articles | Viewed by 550 | Submission Open
Keywords: remote sensing; InSAR; LiDAR; ground deformation; GNSS; GBSAR; DTM; AI; UAV; photogrammetry
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Progress in Remote Sensing of Low-Altitude Wind Field Detection
edited by and
submission deadline 15 Apr 2026 | Viewed by 288 | Submission Open
Keywords: wind detection; low-altitude economy; remote sensing instrument; wind shear; turbulence; machine learning
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advanced AI and Machine Learning for Monitoring Vegetation Dynamics
edited by , , Michael Henke and
submission deadline 15 Apr 2026 | Viewed by 281 | Submission Open
Keywords: Artificial Intelligence (AI); machine learning; remote sensing; vegetation monitoring; deep learning; earth observation; precision agriculture; forest monitoring; UAV/Drone Imagery; climate change
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Improving Meteorological Forecasting Models Using Remote Sensing Data
edited by Kaijun Ren, and Jia Liu
submission deadline 15 Apr 2026 | Viewed by 263 | Submission Open
Keywords: meteorological satellite remote sensing; atmospheric parameters; data assimilation; AI/ML in meteorology; model optimization; meteorological forecasting; extreme weather events  
(This special issue belongs to the Section Environmental Remote Sensing)
AI, Large Language Models, and Remote Sensing for Disaster Monitoring
edited by
submission deadline 15 Apr 2026 | Viewed by 246 | Submission Open
Keywords: remote sensing; natural disasters; artificial intelligence; wildfire monitoring; flood assessment; large language models; disaster management; environmental health; vision transformers; machine learning
(This special issue belongs to the Section Environmental Remote Sensing)
GNSS in Real-Time Ionospheric Scintillation Monitoring
edited by Marcio Tadeu de Assis Honorato Muella and
submission deadline 15 Apr 2026 | Viewed by 239 | Submission Open
Keywords: GNSS; ionospheric scintillation; real-time monitoring; amplitude scintillation; phase scintillation; space weather; positioning accuracy; cycle slips; data assimilation; modeling; forecasting
(This special issue belongs to the Section Atmospheric Remote Sensing)
Deep Learning in Environmental Remote Sensing: Enhancing Ecosystem Monitoring submission deadline 15 Apr 2026 | Viewed by 236 | Submission Open
Keywords: remote sensing; ecosystem monitoring; GeoAI; deep learning; machine learning; multimodal; LLM; SAM; geoembedding and generative AI; image processing and pattern recognition; artificial intelligence; GIS
(This special issue belongs to the Section AI Remote Sensing)
Small Target Detection, Recognition, and Tracking in Remote Sensing
edited by Xiaoyong Sun, Bei Sun and Peng Wu
submission deadline 15 Apr 2026 | Viewed by 205 | Submission Open
Keywords: single and multi-modal approaches; small target detection; target recognition; target tracking; remote sensing; modal selection and integration; deep learning fusion; modal optimization and fusion; adaptive modal selection
(This special issue belongs to the Section Remote Sensing Image Processing)
Urban Ecology Monitoring Using Remote Sensing
edited by , and Yindi Zhao
submission deadline 15 Apr 2026 | Viewed by 203 | Submission Open
Keywords: urban ecology; remote sensing; green infrastructure; urban heat island; biodiversity monitoring; sustainable cities; machine learning; multi-sensor integration
(This special issue belongs to the Section Urban Remote Sensing)
InSAR for Geohazard Monitoring: From Deformation Detection to Risk Assessment
edited by Xianmin Wang, and
submission deadline 15 Apr 2026 | Viewed by 202 | Submission Open
Keywords: InSAR technology; geohazard monitoring; surface deformation; early warning; risk assessment
(This special issue belongs to the Section Earth Observation for Emergency Management)
Application of Satellite Remote Sensing Technology in Air Pollution Monitoring and Forecasting
edited by Seohui Park and Sheng-Hsiang (Carlo) Wang
submission deadline 15 Apr 2026 | Viewed by 190 | Submission Open
Keywords: satellite-based air quality monitoring and forecasting; aerosol and trace gases; multi-sensor data fusion; spatio-temporal data assimilation; machine learning and GeoAI; remote sensing application in public health; environmental policy support
(This special issue belongs to the Section Atmospheric Remote Sensing)
Advances in Multispectral Image Processing for Land Use and Land Cover Mapping
edited by Zhuohong Li, Junjue Wang, Haonan Guo and Jiaqi Zou
submission deadline 15 Apr 2026 | Viewed by 189 | Submission Open
Keywords: multispectral remote sensing; land use and land cover (LULC) mapping; data fusion and multimodal integration; urban; forest; and agricultural mapping; advanced deep learning model; foundation models for mapping
(This special issue belongs to the Section Remote Sensing Image Processing)
Land Cover Change Detection: Emerging Algorithms and Applications in Remote Sensing
edited by , , and
submission deadline 15 Apr 2026 | Viewed by 179 | Submission Open
Keywords: land cover change detection; deep learning and machine learning; spatio-temporal analysis; multi-source data fusion (optical; SAR; LiDAR); urban expansion and agricultural transitions; forest; wetland; and water dynamics; desertification and land degradation; climate change and ecosystem services
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Multi-GNSS Technology and Applications (2nd Edition)
edited by , and Le Wang
submission deadline 15 Apr 2026 | Viewed by 178 | Submission Open
Keywords: multi-GNSS; multi-sensors; positioning; navigation; and timing service; GNSS integrity monitoring; GNSS signal processing; multi-technique integration
(This special issue belongs to the Section Environmental Remote Sensing)
Advances in Remote Sensing for Coastline Dynamics, Bathymetry, and Water Bottom Mapping
edited by
submission deadline 15 Apr 2026 | 1 articles | Viewed by 160 | Submission Open
Keywords: shoreline change detection and modeling; satellite; boat; and unmanned vehicle-based bathymetry estimation; correction of water surface radiometric effects; water column correction techniques for improved seabed mapping; novel algorithms for submerged vegetation classification and monitoring
(This special issue belongs to the Section Engineering Remote Sensing)
Artificial Intelligence and Remote Sensing Applications in Natural Ecology Monitoring submission deadline 15 Apr 2026 | Viewed by 155 | Submission Open
Keywords: artificial intelligence; remote sensing; natural ecology; machine learning; deep learning; data fusion; biodiversity monitoring; ecosystem dynamics; species distribution modeling; climate change ecology
(This special issue belongs to the Section Ecological Remote Sensing)
UAV-Borne Optical and Radar Systems for Moving Target Detection and Remote Sensing
edited by , Pengfei Zhu and Yuexin Gao
submission deadline 15 Apr 2026 | Viewed by 135 | Submission Open
Keywords: UAV-borne equipment; object detection; UAV surveys; remote sensing; UAV formation
(This special issue belongs to the Section Engineering Remote Sensing)
Satellite-Based Monitoring and Quantitative Assessment of Greenhouse Gas Emissions
edited by Tai-Long He and
submission deadline 15 Apr 2026 | Viewed by 134 | Submission Open
Keywords: carbon sources and sinks; inverse modeling; data assimilation; point source detection; retrieval development; machine learning
(This special issue belongs to the Section Atmospheric Remote Sensing)
Remote Sensing Satellite Image Applications and Multimodal Data Mining
edited by Yan Ma
submission deadline 15 Apr 2026 | Viewed by 127 | Submission Open
Keywords: spatiotemporal remote sensing big data; multimodal data analysis on spatiotemporal remote sensing data; multimodal image data mining with textual features; multimodal remote sensing data retrieval and managing methods; multimodal remote sensing data retrieval aided with textual features; high-performance multi-modal data mining; environment and ecosystem
(This special issue belongs to the Section Remote Sensing Image Processing)
City Future: The Innovative Fusion of Artificial Intelligence and Multi-Source Remote Sensing Data
edited by Maofan Zhao, Shouhang Du, , and
submission deadline 16 Apr 2026 | 1 articles | Viewed by 454 | Submission Open
Keywords: artificial intelligence; urban remote sensing; multi-source remote sensing; foundation models; land use and change detection; 3D reconstruction
(This special issue belongs to the Section Urban Remote Sensing)
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